Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 2928 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 510.3 KiB |
| Average record size in memory | 178.5 B |
Variable types
| NUM | 21 |
|---|---|
| CAT | 2 |
Reproduction
| Analysis started | 2020-05-09 13:44:35.681042 |
|---|---|
| Analysis finished | 2020-05-09 13:46:00.656682 |
| Version | pandas-profiling v2.6.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Country has a high cardinality: 183 distinct values | High cardinality |
under-five_deaths is highly correlated with infant_deaths | High Correlation |
infant_deaths is highly correlated with under-five_deaths | High Correlation |
thinness_5-9_years is highly correlated with thinness_1-19_years | High Correlation |
thinness_1-19_years is highly correlated with thinness_5-9_years | High Correlation |
Alcohol is highly skewed (γ1 = 23.74597226) | Skewed |
BMI is highly skewed (γ1 = 21.39812262) | Skewed |
GDP is highly skewed (γ1 = 21.44293076) | Skewed |
infant_deaths has 838 (28.6%) zeros | Zeros |
Alcohol has 55 (1.9%) zeros | Zeros |
percentage_expenditure has 606 (20.7%) zeros | Zeros |
Measles has 973 (33.2%) zeros | Zeros |
under-five_deaths has 775 (26.5%) zeros | Zeros |
Income_composition_of_resources has 130 (4.4%) zeros | Zeros |
| Distinct count | 2928 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1467.527322 |
|---|---|
| Minimum | 0 |
| Maximum | 2937 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 146.35 |
| Q1 | 732.75 |
| median | 1465.5 |
| Q3 | 2203.25 |
| 95-th percentile | 2790.65 |
| Maximum | 2937 |
| Range | 2937 |
| Interquartile range (IQR) | 1470.5 |
Descriptive statistics
| Standard deviation | 848.8254023 |
|---|---|
| Coefficient of variation (CV) | 0.5784051781 |
| Kurtosis | -1.201062795 |
| Mean | 1467.527322 |
| Median Absolute Deviation (MAD) | 734.9795455 |
| Skewness | 0.002318914912 |
| Sum | 4296920 |
| Variance | 720504.5637 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 2937.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 1080 | 1 | < 0.1% | |
| 1076 | 1 | < 0.1% | |
| 1074 | 1 | < 0.1% | |
| 1072 | 1 | < 0.1% | |
| 1070 | 1 | < 0.1% | |
| 1068 | 1 | < 0.1% | |
| 1066 | 1 | < 0.1% | |
| 1064 | 1 | < 0.1% | |
| 1062 | 1 | < 0.1% | |
| Other values (2918) | 2918 | 99.7% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2937 | 1 | < 0.1% | |
| 2936 | 1 | < 0.1% | |
| 2935 | 1 | < 0.1% | |
| 2934 | 1 | < 0.1% | |
| 2933 | 1 | < 0.1% |
| Distinct count | 183 |
|---|---|
| Unique (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.3 KiB |
| Zimbabwe | 16 |
|---|---|
| Guinea | 16 |
| Grenada | 16 |
| Greece | 16 |
| Ghana | 16 |
| Other values (178) |
| Value | Count | Frequency (%) | |
| Zimbabwe | 16 | 0.5% | |
| Guinea | 16 | 0.5% | |
| Grenada | 16 | 0.5% | |
| Greece | 16 | 0.5% | |
| Ghana | 16 | 0.5% | |
| Germany | 16 | 0.5% | |
| Georgia | 16 | 0.5% | |
| Gambia | 16 | 0.5% | |
| Gabon | 16 | 0.5% | |
| France | 16 | 0.5% | |
| Other values (173) | 2768 | 94.5% |
Length
| Max length | 52 |
|---|---|
| Mean length | 10.04371585 |
| Min length | 4 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 27 | 48.2% | |
| Uppercase_Letter | 24 | 42.9% | |
| Dash_Punctuation | 1 | 1.8% | |
| Space_Separator | 1 | 1.8% | |
| Close_Punctuation | 1 | 1.8% | |
| Open_Punctuation | 1 | 1.8% | |
| Other_Punctuation | 1 | 1.8% |
| Value | Count | Frequency (%) | |
| Latin | 51 | 91.1% | |
| Common | 5 | 8.9% |
| Value | Count | Frequency (%) | |
| ASCII | 55 | 100.0% |
Year
Real number (ℝ≥0)
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2007.5 |
|---|---|
| Minimum | 2000 |
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 2003.75 |
| median | 2007.5 |
| Q3 | 2011.25 |
| 95-th percentile | 2015 |
| Maximum | 2015 |
| Range | 15 |
| Interquartile range (IQR) | 7.5 |
Descriptive statistics
| Standard deviation | 4.610559618 |
|---|---|
| Coefficient of variation (CV) | 0.002296667307 |
| Kurtosis | -1.209427576 |
| Mean | 2007.5 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0 |
| Sum | 5877960 |
| Variance | 21.25725999 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[2000. 2000.5 2014.5 2015. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2005 | 183 | 6.2% | |
| 2015 | 183 | 6.2% | |
| 2004 | 183 | 6.2% | |
| 2014 | 183 | 6.2% | |
| 2003 | 183 | 6.2% | |
| 2013 | 183 | 6.2% | |
| 2002 | 183 | 6.2% | |
| 2012 | 183 | 6.2% | |
| 2001 | 183 | 6.2% | |
| 2011 | 183 | 6.2% | |
| Other values (6) | 1098 | 37.5% |
| Value | Count | Frequency (%) | |
| 2000 | 183 | 6.2% | |
| 2001 | 183 | 6.2% | |
| 2002 | 183 | 6.2% | |
| 2003 | 183 | 6.2% | |
| 2004 | 183 | 6.2% |
| Value | Count | Frequency (%) | |
| 2015 | 183 | 6.2% | |
| 2014 | 183 | 6.2% | |
| 2013 | 183 | 6.2% | |
| 2012 | 183 | 6.2% | |
| 2011 | 183 | 6.2% |
Status
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| Developing | |
|---|---|
| Developed |
| Value | Count | Frequency (%) | |
| Developing | 2416 | 82.5% | |
| Developed | 512 | 17.5% |
Length
| Max length | 10 |
|---|---|
| Mean length | 9.825136612 |
| Min length | 9 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 9 | 90.0% | |
| Uppercase_Letter | 1 | 10.0% |
| Value | Count | Frequency (%) | |
| Latin | 10 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 10 | 100.0% |
Life_expectancy
Real number (ℝ≥0)
| Distinct count | 362 |
|---|---|
| Unique (%) | 12.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.22493169 |
|---|---|
| Minimum | 36.3 |
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 36.3 |
|---|---|
| 5-th percentile | 51.4 |
| Q1 | 63.1 |
| median | 72.1 |
| Q3 | 75.7 |
| 95-th percentile | 82 |
| Maximum | 89 |
| Range | 52.7 |
| Interquartile range (IQR) | 12.6 |
Descriptive statistics
| Standard deviation | 9.523867488 |
|---|---|
| Coefficient of variation (CV) | 0.1375785754 |
| Kurtosis | -0.2344773942 |
| Mean | 69.22493169 |
| Median Absolute Deviation (MAD) | 7.791540879 |
| Skewness | -0.6386047359 |
| Sum | 202690.6 |
| Variance | 90.70405193 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[36.3 44.15 51.05 57.25 59.95 ... 81.05 82.05 82.95 83.05 89. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 73 | 45 | 1.5% | |
| 75 | 33 | 1.1% | |
| 78 | 31 | 1.1% | |
| 73.6 | 28 | 1.0% | |
| 76 | 25 | 0.9% | |
| 73.9 | 25 | 0.9% | |
| 81 | 25 | 0.9% | |
| 74.7 | 24 | 0.8% | |
| 74.5 | 24 | 0.8% | |
| 74.2 | 23 | 0.8% | |
| Other values (352) | 2645 | 90.3% |
| Value | Count | Frequency (%) | |
| 36.3 | 1 | < 0.1% | |
| 39 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 41.5 | 1 | < 0.1% | |
| 42.3 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 89 | 11 | 0.4% | |
| 88 | 10 | 0.3% | |
| 87 | 9 | 0.3% | |
| 86 | 15 | 0.5% | |
| 85 | 12 | 0.4% |
Adult_Mortality
Real number (ℝ≥0)
| Distinct count | 425 |
|---|---|
| Unique (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 164.7964481 |
|---|---|
| Minimum | 1 |
| Maximum | 723 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 74 |
| median | 144 |
| Q3 | 228 |
| 95-th percentile | 398.3 |
| Maximum | 723 |
| Range | 722 |
| Interquartile range (IQR) | 154 |
Descriptive statistics
| Standard deviation | 124.292079 |
|---|---|
| Coefficient of variation (CV) | 0.754215764 |
| Kurtosis | 1.748860208 |
| Mean | 164.7964481 |
| Median Absolute Deviation (MAD) | 95.36008559 |
| Skewness | 1.174369488 |
| Sum | 482524 |
| Variance | 15448.5209 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1. 1.5 5.5 11.5 17.5 ... 398. 411.5 438.5 497.5 723. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 12 | 34 | 1.2% | |
| 14 | 30 | 1.0% | |
| 16 | 29 | 1.0% | |
| 138 | 25 | 0.9% | |
| 11 | 25 | 0.9% | |
| 19 | 23 | 0.8% | |
| 144 | 22 | 0.8% | |
| 13 | 21 | 0.7% | |
| 15 | 21 | 0.7% | |
| 17 | 21 | 0.7% | |
| Other values (415) | 2677 | 91.4% |
| Value | Count | Frequency (%) | |
| 1 | 12 | 0.4% | |
| 2 | 8 | 0.3% | |
| 3 | 6 | 0.2% | |
| 4 | 4 | 0.1% | |
| 5 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 723 | 1 | < 0.1% | |
| 717 | 1 | < 0.1% | |
| 715 | 1 | < 0.1% | |
| 699 | 1 | < 0.1% | |
| 693 | 1 | < 0.1% |
| Distinct count | 209 |
|---|---|
| Unique (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.40744536 |
|---|---|
| Minimum | 0 |
| Maximum | 1800 |
| Zeros | 838 |
| Zeros (%) | 28.6% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 22 |
| 95-th percentile | 94.65 |
| Maximum | 1800 |
| Range | 1800 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 118.1144496 |
|---|---|
| Coefficient of variation (CV) | 3.884392399 |
| Kurtosis | 115.6574795 |
| Mean | 30.40744536 |
| Median Absolute Deviation (MAD) | 40.79144994 |
| Skewness | 9.771044493 |
| Sum | 89033 |
| Variance | 13951.0232 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 3.500e+00 4.500e+00 ... 2.505e+02 3.595e+02 3.715e+02 5.750e+02 1.800e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 838 | 28.6% | |
| 1 | 342 | 11.7% | |
| 2 | 203 | 6.9% | |
| 3 | 175 | 6.0% | |
| 4 | 96 | 3.3% | |
| 8 | 57 | 1.9% | |
| 7 | 53 | 1.8% | |
| 9 | 48 | 1.6% | |
| 10 | 48 | 1.6% | |
| 6 | 46 | 1.6% | |
| Other values (199) | 1022 | 34.9% |
| Value | Count | Frequency (%) | |
| 0 | 838 | 28.6% | |
| 1 | 342 | 11.7% | |
| 2 | 203 | 6.9% | |
| 3 | 175 | 6.0% | |
| 4 | 96 | 3.3% |
| Value | Count | Frequency (%) | |
| 1800 | 2 | 0.1% | |
| 1700 | 2 | 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1500 | 2 | 0.1% | |
| 1400 | 1 | < 0.1% |
| Distinct count | 1115 |
|---|---|
| Unique (%) | 38.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.22736081 |
|---|---|
| Minimum | 0 |
| Maximum | 455 |
| Zeros | 55 |
| Zeros (%) | 1.9% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.8 |
| median | 3.675 |
| Q3 | 7.84 |
| 95-th percentile | 12.3395 |
| Maximum | 455 |
| Range | 455 |
| Interquartile range (IQR) | 7.04 |
Descriptive statistics
| Standard deviation | 12.2927326 |
|---|---|
| Coefficient of variation (CV) | 2.351613568 |
| Kurtosis | 740.2675999 |
| Mean | 5.22736081 |
| Median Absolute Deviation (MAD) | 4.287240926 |
| Skewness | 23.74597226 |
| Sum | 15305.71245 |
| Variance | 151.1112749 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-03 1.50000000e-02 9.50000000e-02 4.95000000e-01 ... 1.22850000e+01 1.35450000e+01 1.51650000e+01 3.63797496e+01 4.55000000e+02], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.01 | 280 | 9.6% | |
| 0 | 55 | 1.9% | |
| 0.5 | 28 | 1.0% | |
| 1 | 19 | 0.6% | |
| 0.03 | 15 | 0.5% | |
| 0.04 | 13 | 0.4% | |
| 0.02 | 12 | 0.4% | |
| 0.09 | 12 | 0.4% | |
| 0.21 | 10 | 0.3% | |
| 1.5 | 10 | 0.3% | |
| Other values (1105) | 2474 | 84.5% |
| Value | Count | Frequency (%) | |
| 0 | 55 | 1.9% | |
| 0.01 | 280 | 9.6% | |
| 0.02 | 12 | 0.4% | |
| 0.03 | 15 | 0.5% | |
| 0.04 | 13 | 0.4% |
| Value | Count | Frequency (%) | |
| 455 | 1 | < 0.1% | |
| 263.653836 | 1 | < 0.1% | |
| 241.5 | 1 | < 0.1% | |
| 176 | 1 | < 0.1% | |
| 118 | 1 | < 0.1% |
| Distinct count | 2323 |
|---|---|
| Unique (%) | 79.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 740.321185 |
|---|---|
| Minimum | 0 |
| Maximum | 19479.91161 |
| Zeros | 606 |
| Zeros (%) | 20.7% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.853963995 |
| median | 65.61145482 |
| Q3 | 442.6143215 |
| 95-th percentile | 4507.913607 |
| Maximum | 19479.91161 |
| Range | 19479.91161 |
| Interquartile range (IQR) | 437.7603575 |
Descriptive statistics
| Standard deviation | 1990.930605 |
|---|---|
| Coefficient of variation (CV) | 2.689279525 |
| Kurtosis | 26.47582908 |
| Mean | 740.321185 |
| Median Absolute Deviation (MAD) | 1019.346596 |
| Skewness | 4.643789672 |
| Sum | 2167660.43 |
| Variance | 3963804.673 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 4.99360950e-02 1.18551412e+01 4.77767119e+01 8.12159390e+01 ... 2.28423697e+03 3.88244131e+03 8.39206517e+03 1.19676540e+04 1.94799116e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 606 | 20.7% | |
| 345.9044258 | 1 | < 0.1% | |
| 2698.01817 | 1 | < 0.1% | |
| 3.43334364 | 1 | < 0.1% | |
| 8.758214538 | 1 | < 0.1% | |
| 5.103249438 | 1 | < 0.1% | |
| 70.27113179 | 1 | < 0.1% | |
| 6164.455402 | 1 | < 0.1% | |
| 0.962497052 | 1 | < 0.1% | |
| 253.4022338 | 1 | < 0.1% | |
| Other values (2313) | 2313 | 79.0% |
| Value | Count | Frequency (%) | |
| 0 | 606 | 20.7% | |
| 0.09987219 | 1 | < 0.1% | |
| 0.108055973 | 1 | < 0.1% | |
| 0.27564826 | 1 | < 0.1% | |
| 0.328418056 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 19479.91161 | 1 | < 0.1% | |
| 19099.04506 | 1 | < 0.1% | |
| 18961.3486 | 1 | < 0.1% | |
| 18822.86732 | 1 | < 0.1% | |
| 18379.32974 | 1 | < 0.1% |
Hepatitis_B
Real number (ℝ≥0)
| Distinct count | 605 |
|---|---|
| Unique (%) | 20.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 609.6203468 |
|---|---|
| Minimum | 0 |
| Maximum | 106102.7409 |
| Zeros | 24 |
| Zeros (%) | 0.8% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.132091554 |
| Q1 | 76 |
| median | 93 |
| Q3 | 98 |
| 95-th percentile | 2225.2728 |
| Maximum | 106102.7409 |
| Range | 106102.7409 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 3930.909022 |
|---|---|
| Coefficient of variation (CV) | 6.44812635 |
| Kurtosis | 385.6755466 |
| Mean | 609.6203468 |
| Median Absolute Deviation (MAD) | 957.0549138 |
| Skewness | 17.552033 |
| Sum | 1784968.375 |
| Variance | 15452045.74 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 5.93941724e+00 6.01654178e+00 6.75000000e+00 ... 3.08891683e+03 6.07383210e+03 1.25062295e+04 3.10719198e+04 1.06102741e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 99 | 237 | 8.1% | |
| 98 | 209 | 7.1% | |
| 96 | 166 | 5.7% | |
| 97 | 154 | 5.3% | |
| 95 | 149 | 5.1% | |
| 94 | 127 | 4.3% | |
| 93 | 101 | 3.4% | |
| 92 | 92 | 3.1% | |
| 91 | 75 | 2.6% | |
| 89 | 71 | 2.4% | |
| Other values (595) | 1547 | 52.8% |
| Value | Count | Frequency (%) | |
| 0 | 24 | 0.8% | |
| 1 | 2 | 0.1% | |
| 1.767286755 | 1 | < 0.1% | |
| 1.920614288 | 1 | < 0.1% | |
| 2 | 4 | 0.1% |
| Value | Count | Frequency (%) | |
| 106102.7409 | 1 | < 0.1% | |
| 91242.5 | 1 | < 0.1% | |
| 84061.41549 | 1 | < 0.1% | |
| 70644.09775 | 1 | < 0.1% | |
| 40061.5 | 1 | < 0.1% |
| Distinct count | 958 |
|---|---|
| Unique (%) | 32.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2427.855874 |
|---|---|
| Minimum | 0 |
| Maximum | 212183 |
| Zeros | 973 |
| Zeros (%) | 33.2% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17 |
| Q3 | 362.25 |
| 95-th percentile | 9994.05 |
| Maximum | 212183 |
| Range | 212183 |
| Interquartile range (IQR) | 362.25 |
Descriptive statistics
| Standard deviation | 11485.97094 |
|---|---|
| Coefficient of variation (CV) | 4.73091136 |
| Kurtosis | 114.4679785 |
| Mean | 2427.855874 |
| Median Absolute Deviation (MAD) | 3935.175074 |
| Skewness | 9.425290043 |
| Sum | 7108762 |
| Variance | 131927528.4 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000e+00 5.00000e-01 1.50000e+00 3.50000e+00 1.15000e+01 ... 7.87500e+03 1.28445e+04 2.49720e+04 7.19540e+04 2.12183e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 973 | 33.2% | |
| 1 | 104 | 3.6% | |
| 2 | 68 | 2.3% | |
| 3 | 44 | 1.5% | |
| 4 | 33 | 1.1% | |
| 6 | 29 | 1.0% | |
| 7 | 28 | 1.0% | |
| 5 | 25 | 0.9% | |
| 8 | 24 | 0.8% | |
| 9 | 22 | 0.8% | |
| Other values (948) | 1578 | 53.9% |
| Value | Count | Frequency (%) | |
| 0 | 973 | 33.2% | |
| 1 | 104 | 3.6% | |
| 2 | 68 | 2.3% | |
| 3 | 44 | 1.5% | |
| 4 | 33 | 1.1% |
| Value | Count | Frequency (%) | |
| 212183 | 1 | < 0.1% | |
| 182485 | 1 | < 0.1% | |
| 168107 | 1 | < 0.1% | |
| 141258 | 1 | < 0.1% | |
| 133802 | 1 | < 0.1% |
| Distinct count | 624 |
|---|---|
| Unique (%) | 21.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.55420082 |
|---|---|
| Minimum | 1 |
| Maximum | 4832 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.2 |
| Q1 | 19.4 |
| median | 43.5 |
| Q3 | 56.3 |
| 95-th percentile | 65.065 |
| Maximum | 4832 |
| Range | 4831 |
| Interquartile range (IQR) | 36.9 |
Descriptive statistics
| Standard deviation | 159.6296548 |
|---|---|
| Coefficient of variation (CV) | 3.356793975 |
| Kurtosis | 528.016447 |
| Mean | 47.55420082 |
| Median Absolute Deviation (MAD) | 27.27043917 |
| Skewness | 21.39812262 |
| Sum | 139238.7 |
| Variance | 25481.62669 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1.0000e+00 2.0500e+00 2.9500e+00 5.0500e+00 7.0000e+00 ... 6.6650e+01 6.9650e+01 7.7350e+01 4.2225e+02 4.8320e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 58.5 | 18 | 0.6% | |
| 57 | 16 | 0.5% | |
| 55.8 | 16 | 0.5% | |
| 54.2 | 15 | 0.5% | |
| 59.9 | 15 | 0.5% | |
| 59.3 | 14 | 0.5% | |
| 56.5 | 13 | 0.4% | |
| 58.1 | 13 | 0.4% | |
| 52.8 | 13 | 0.4% | |
| 59.4 | 13 | 0.4% | |
| Other values (614) | 2782 | 95.0% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 1.4 | 2 | 0.1% | |
| 1.8 | 1 | < 0.1% | |
| 1.9 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4832 | 1 | < 0.1% | |
| 4306 | 1 | < 0.1% | |
| 2853.5 | 1 | < 0.1% | |
| 2317.5 | 1 | < 0.1% | |
| 2242.5 | 1 | < 0.1% |
| Distinct count | 252 |
|---|---|
| Unique (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.17930328 |
|---|---|
| Minimum | 0 |
| Maximum | 2500 |
| Zeros | 775 |
| Zeros (%) | 26.5% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 28 |
| 95-th percentile | 138 |
| Maximum | 2500 |
| Range | 2500 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 160.7005471 |
|---|---|
| Coefficient of variation (CV) | 3.809938395 |
| Kurtosis | 109.3884348 |
| Mean | 42.17930328 |
| Median Absolute Deviation (MAD) | 57.24749661 |
| Skewness | 9.479622923 |
| Sum | 123501 |
| Variance | 25824.66582 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 4.500e+00 1.250e+01 ... 3.370e+02 4.570e+02 4.665e+02 9.395e+02 2.500e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 775 | 26.5% | |
| 1 | 361 | 12.3% | |
| 2 | 163 | 5.6% | |
| 4 | 161 | 5.5% | |
| 3 | 129 | 4.4% | |
| 12 | 53 | 1.8% | |
| 8 | 49 | 1.7% | |
| 6 | 48 | 1.6% | |
| 10 | 47 | 1.6% | |
| 5 | 44 | 1.5% | |
| Other values (242) | 1098 | 37.5% |
| Value | Count | Frequency (%) | |
| 0 | 775 | 26.5% | |
| 1 | 361 | 12.3% | |
| 2 | 163 | 5.6% | |
| 3 | 129 | 4.4% | |
| 4 | 161 | 5.5% |
| Value | Count | Frequency (%) | |
| 2500 | 1 | < 0.1% | |
| 2400 | 1 | < 0.1% | |
| 2300 | 1 | < 0.1% | |
| 2200 | 1 | < 0.1% | |
| 2100 | 1 | < 0.1% |
Polio
Real number (ℝ≥0)
| Distinct count | 91 |
|---|---|
| Unique (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.1534597 |
|---|---|
| Minimum | 3 |
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 77 |
| median | 93 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 96 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 23.87773499 |
|---|---|
| Coefficient of variation (CV) | 0.2906479542 |
| Kurtosis | 3.474033021 |
| Mean | 82.1534597 |
| Median Absolute Deviation (MAD) | 17.02392519 |
| Skewness | -2.044190865 |
| Sum | 240545.33 |
| Variance | 570.1462285 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 3. 3.9375 4.0575 6.5 8.5 ... 91.5 93.5 97.5 98.5 99. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 99 | 373 | 12.7% | |
| 98 | 254 | 8.7% | |
| 97 | 205 | 7.0% | |
| 96 | 205 | 7.0% | |
| 95 | 180 | 6.1% | |
| 94 | 159 | 5.4% | |
| 93 | 120 | 4.1% | |
| 92 | 96 | 3.3% | |
| 91 | 88 | 3.0% | |
| 9 | 70 | 2.4% | |
| Other values (81) | 1178 | 40.2% |
| Value | Count | Frequency (%) | |
| 3 | 7 | 0.2% | |
| 3.63 | 1 | < 0.1% | |
| 3.66 | 1 | < 0.1% | |
| 3.875 | 1 | < 0.1% | |
| 4 | 11 | 0.4% |
| Value | Count | Frequency (%) | |
| 99 | 373 | 12.7% | |
| 98 | 254 | 8.7% | |
| 97 | 205 | 7.0% | |
| 96 | 205 | 7.0% | |
| 95 | 180 | 6.1% |
Total_expenditure
Real number (ℝ≥0)
| Distinct count | 897 |
|---|---|
| Unique (%) | 30.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.4497097 |
|---|---|
| Minimum | 0.37 |
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.37 |
|---|---|
| 5-th percentile | 1.9835 |
| Q1 | 4.36 |
| median | 5.94 |
| Q3 | 8.18 |
| 95-th percentile | 81.825 |
| Maximum | 99 |
| Range | 98.63 |
| Interquartile range (IQR) | 3.82 |
Descriptive statistics
| Standard deviation | 20.63972839 |
|---|---|
| Coefficient of variation (CV) | 1.80264207 |
| Kurtosis | 11.14558805 |
| Mean | 11.4497097 |
| Median Absolute Deviation (MAD) | 10.28756334 |
| Skewness | 3.544407992 |
| Sum | 33524.75 |
| Variance | 425.9983881 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0.37 1.11 3.165 3.995 4.105 ... 17.55 85.75 94.75 98.75 99. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 99 | 24 | 0.8% | |
| 97 | 18 | 0.6% | |
| 4.6 | 15 | 0.5% | |
| 95 | 14 | 0.5% | |
| 6.7 | 12 | 0.4% | |
| 5.6 | 11 | 0.4% | |
| 5.25 | 10 | 0.3% | |
| 5.64 | 10 | 0.3% | |
| 5.3 | 10 | 0.3% | |
| 9.1 | 10 | 0.3% | |
| Other values (887) | 2794 | 95.4% |
| Value | Count | Frequency (%) | |
| 0.37 | 1 | < 0.1% | |
| 0.65 | 1 | < 0.1% | |
| 0.74 | 1 | < 0.1% | |
| 0.76 | 1 | < 0.1% | |
| 0.92 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99 | 24 | 0.8% | |
| 98.5 | 4 | 0.1% | |
| 98 | 8 | 0.3% | |
| 97.5 | 6 | 0.2% | |
| 97 | 18 | 0.6% |
Diphtheria
Real number (ℝ≥0)
| Distinct count | 99 |
|---|---|
| Unique (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.84961749 |
|---|---|
| Minimum | 1.68 |
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1.68 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 78 |
| median | 93 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 97.32 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 24.34386033 |
|---|---|
| Coefficient of variation (CV) | 0.2974217971 |
| Kurtosis | 3.234961656 |
| Mean | 81.84961749 |
| Median Absolute Deviation (MAD) | 17.29726895 |
| Skewness | -2.019167689 |
| Sum | 239655.68 |
| Variance | 592.6235356 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1.68 3.855 4.0825 6.5 11.125 ... 81.5 91.5 94.5 98.5 99. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 99 | 347 | 11.9% | |
| 98 | 253 | 8.6% | |
| 97 | 205 | 7.0% | |
| 95 | 200 | 6.8% | |
| 96 | 199 | 6.8% | |
| 94 | 149 | 5.1% | |
| 93 | 120 | 4.1% | |
| 92 | 100 | 3.4% | |
| 91 | 91 | 3.1% | |
| 89 | 76 | 2.6% | |
| Other values (89) | 1188 | 40.6% |
| Value | Count | Frequency (%) | |
| 1.68 | 1 | < 0.1% | |
| 1.925 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 4 | 0.1% | |
| 3.71 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99 | 347 | 11.9% | |
| 98 | 253 | 8.6% | |
| 97 | 205 | 7.0% | |
| 96 | 199 | 6.8% | |
| 95 | 200 | 6.8% |
HIV/AIDS
Real number (ℝ≥0)
| Distinct count | 200 |
|---|---|
| Unique (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.747711749 |
|---|---|
| Minimum | 0.1 |
| Maximum | 50.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.1 |
| median | 0.1 |
| Q3 | 0.8 |
| 95-th percentile | 8.565 |
| Maximum | 50.6 |
| Range | 50.5 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 5.08554241 |
|---|---|
| Coefficient of variation (CV) | 2.909829046 |
| Kurtosis | 34.76639831 |
| Mean | 1.747711749 |
| Median Absolute Deviation (MAD) | 2.458204116 |
| Skewness | 5.386623166 |
| Sum | 5117.3 |
| Variance | 25.8627416 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0.1 0.15 0.35 0.45 0.95 ... 5.35 9.05 16.05 34.7 50.6 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.1 | 1771 | 60.5% | |
| 0.2 | 124 | 4.2% | |
| 0.3 | 115 | 3.9% | |
| 0.4 | 69 | 2.4% | |
| 0.5 | 42 | 1.4% | |
| 0.6 | 35 | 1.2% | |
| 0.8 | 32 | 1.1% | |
| 0.9 | 32 | 1.1% | |
| 0.7 | 29 | 1.0% | |
| 1.5 | 21 | 0.7% | |
| Other values (190) | 658 | 22.5% |
| Value | Count | Frequency (%) | |
| 0.1 | 1771 | 60.5% | |
| 0.2 | 124 | 4.2% | |
| 0.3 | 115 | 3.9% | |
| 0.4 | 69 | 2.4% | |
| 0.5 | 42 | 1.4% |
| Value | Count | Frequency (%) | |
| 50.6 | 1 | < 0.1% | |
| 50.3 | 1 | < 0.1% | |
| 49.9 | 1 | < 0.1% | |
| 49.1 | 1 | < 0.1% | |
| 48.8 | 1 | < 0.1% |
| Distinct count | 2675 |
|---|---|
| Unique (%) | 91.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35290.45329 |
|---|---|
| Minimum | 0.1333333333 |
| Maximum | 12813813.05 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1333333333 |
|---|---|
| 5-th percentile | 0.9 |
| Q1 | 216.4565635 |
| median | 1220.95193 |
| Q3 | 5121.931677 |
| 95-th percentile | 39873.03607 |
| Maximum | 12813813.05 |
| Range | 12813812.92 |
| Interquartile range (IQR) | 4905.475114 |
Descriptive statistics
| Standard deviation | 513617.1812 |
|---|---|
| Coefficient of variation (CV) | 14.55399785 |
| Kurtosis | 487.2352765 |
| Mean | 35290.45329 |
| Median Absolute Deviation (MAD) | 59324.15613 |
| Skewness | 21.44293076 |
| Sum | 103330447.2 |
| Variance | 2.638026089e+11 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1.33333333e-01 1.50000000e-01 2.33333333e-01 5.50000000e-01 6.16666667e-01 1.53333333e+00 1.53333333e+00 1.28138130e+07], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.5666666667 | 20 | 0.7% | |
| 0.3 | 19 | 0.6% | |
| 0.6 | 19 | 0.6% | |
| 0.1333333333 | 14 | 0.5% | |
| 0.3333333333 | 13 | 0.4% | |
| 0.4666666667 | 11 | 0.4% | |
| 1.5 | 10 | 0.3% | |
| 1.233333333 | 10 | 0.3% | |
| 0.9 | 10 | 0.3% | |
| 1.166666667 | 9 | 0.3% | |
| Other values (2665) | 2793 | 95.4% |
| Value | Count | Frequency (%) | |
| 0.1333333333 | 14 | 0.5% | |
| 0.1666666667 | 2 | 0.1% | |
| 0.3 | 19 | 0.6% | |
| 0.3333333333 | 13 | 0.4% | |
| 0.4666666667 | 11 | 0.4% |
| Value | Count | Frequency (%) | |
| 12813813.05 | 1 | < 0.1% | |
| 12469649.55 | 1 | < 0.1% | |
| 12125824.55 | 1 | < 0.1% | |
| 11782706.55 | 1 | < 0.1% | |
| 9367493.55 | 1 | < 0.1% |
Population
Real number (ℝ≥0)
| Distinct count | 2676 |
|---|---|
| Unique (%) | 91.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9957659.106 |
|---|---|
| Minimum | 0.1666666667 |
| Maximum | 1293859294 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1666666667 |
|---|---|
| 5-th percentile | 1.633333333 |
| Q1 | 13717.5 |
| median | 545917.5 |
| Q3 | 4592776.75 |
| 95-th percentile | 41358873.85 |
| Maximum | 1293859294 |
| Range | 1293859294 |
| Interquartile range (IQR) | 4579059.25 |
Descriptive statistics
| Standard deviation | 54164922.93 |
|---|---|
| Coefficient of variation (CV) | 5.439523723 |
| Kurtosis | 378.7705864 |
| Mean | 9957659.106 |
| Median Absolute Deviation (MAD) | 14433589.82 |
| Skewness | 17.90694885 |
| Sum | 2.915602586e+10 |
| Variance | 2.933838877e+15 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1.66666667e-01 2.00000000e-01 3.66666667e-01 6.50000000e-01 8.16666667e-01 ... 2.98692945e+07 4.95186626e+07 8.58452450e+07 2.56646614e+08 1.29385929e+09], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.5 | 19 | 0.6% | |
| 1.1 | 17 | 0.6% | |
| 1.033333333 | 16 | 0.5% | |
| 0.1666666667 | 14 | 0.5% | |
| 0.5666666667 | 13 | 0.4% | |
| 2.366666667 | 10 | 0.3% | |
| 2.9 | 10 | 0.3% | |
| 1.7 | 10 | 0.3% | |
| 0.8333333333 | 10 | 0.3% | |
| 2.233333333 | 9 | 0.3% | |
| Other values (2666) | 2800 | 95.6% |
| Value | Count | Frequency (%) | |
| 0.1666666667 | 14 | 0.5% | |
| 0.2333333333 | 2 | 0.1% | |
| 0.5 | 19 | 0.6% | |
| 0.5666666667 | 13 | 0.4% | |
| 0.7333333333 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1293859294 | 1 | < 0.1% | |
| 1179681239 | 1 | < 0.1% | |
| 1161977719 | 1 | < 0.1% | |
| 1144118674 | 1 | < 0.1% | |
| 1126135777 | 1 | < 0.1% |
| Distinct count | 232 |
|---|---|
| Unique (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79412.23854 |
|---|---|
| Minimum | 0.1 |
| Maximum | 25158608.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 1.6 |
| median | 3.4 |
| Q3 | 7.3 |
| 95-th percentile | 14.7 |
| Maximum | 25158608.83 |
| Range | 25158608.73 |
| Interquartile range (IQR) | 5.7 |
Descriptive statistics
| Standard deviation | 1202290.776 |
|---|---|
| Coefficient of variation (CV) | 15.13986759 |
| Kurtosis | 333.1783789 |
| Mean | 79412.23854 |
| Median Absolute Deviation (MAD) | 157116.4416 |
| Skewness | 17.92889476 |
| Sum | 232519034.5 |
| Variance | 1.445503111e+12 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1.00000000e-01 3.50000000e-01 4.50000000e-01 6.50000000e-01 2.35000000e+00 ... 1.98500000e+01 2.67500000e+01 2.76000000e+01 2.59223249e+06 2.51586088e+07], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 74 | 2.5% | |
| 1.9 | 65 | 2.2% | |
| 0.8 | 64 | 2.2% | |
| 0.7 | 63 | 2.2% | |
| 1.2 | 62 | 2.1% | |
| 2.1 | 61 | 2.1% | |
| 1.5 | 60 | 2.0% | |
| 2.2 | 58 | 2.0% | |
| 0.9 | 57 | 1.9% | |
| 2 | 57 | 1.9% | |
| Other values (222) | 2307 | 78.8% |
| Value | Count | Frequency (%) | |
| 0.1 | 23 | 0.8% | |
| 0.2 | 39 | 1.3% | |
| 0.3 | 32 | 1.1% | |
| 0.4 | 5 | 0.2% | |
| 0.5 | 35 | 1.2% |
| Value | Count | Frequency (%) | |
| 25158608.83 | 1 | < 0.1% | |
| 24566612.16 | 1 | < 0.1% | |
| 23444876.15 | 1 | < 0.1% | |
| 22923975.49 | 1 | < 0.1% | |
| 21970330.81 | 1 | < 0.1% |
| Distinct count | 239 |
|---|---|
| Unique (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39708.55011 |
|---|---|
| Minimum | 0.1 |
| Maximum | 12579304.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 1.6 |
| median | 3.4 |
| Q3 | 7.3 |
| 95-th percentile | 15.065 |
| Maximum | 12579304.66 |
| Range | 12579304.56 |
| Interquartile range (IQR) | 5.7 |
Descriptive statistics
| Standard deviation | 601145.2406 |
|---|---|
| Coefficient of variation (CV) | 15.13893706 |
| Kurtosis | 333.1784456 |
| Mean | 39708.55011 |
| Median Absolute Deviation (MAD) | 78558.17414 |
| Skewness | 17.92889697 |
| Sum | 116266634.7 |
| Variance | 3.613756003e+11 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1.00000000e-01 2.50000000e-01 4.50000000e-01 2.55000000e+00 3.95000000e+00 ... 2.25000000e+01 2.73500000e+01 2.85500000e+01 1.29611647e+06 1.25793047e+07], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.9 | 69 | 2.4% | |
| 1.1 | 67 | 2.3% | |
| 0.5 | 63 | 2.2% | |
| 1.9 | 63 | 2.2% | |
| 1 | 62 | 2.1% | |
| 2.1 | 61 | 2.1% | |
| 1.3 | 59 | 2.0% | |
| 1.5 | 57 | 1.9% | |
| 1.7 | 55 | 1.9% | |
| 0.6 | 54 | 1.8% | |
| Other values (229) | 2318 | 79.2% |
| Value | Count | Frequency (%) | |
| 0.1 | 31 | 1.1% | |
| 0.2 | 45 | 1.5% | |
| 0.3 | 25 | 0.9% | |
| 0.4 | 17 | 0.6% | |
| 0.5 | 63 | 2.2% |
| Value | Count | Frequency (%) | |
| 12579304.66 | 1 | < 0.1% | |
| 12283306.32 | 1 | < 0.1% | |
| 11722438.31 | 1 | < 0.1% | |
| 11461987.97 | 1 | < 0.1% | |
| 10985165.63 | 1 | < 0.1% |
| Distinct count | 689 |
|---|---|
| Unique (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8222660519 |
|---|---|
| Minimum | 0 |
| Maximum | 12.3 |
| Zeros | 130 |
| Zeros (%) | 4.4% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.291 |
| Q1 | 0.5 |
| median | 0.6845 |
| Q3 | 0.792 |
| 95-th percentile | 0.92965 |
| Maximum | 12.3 |
| Range | 12.3 |
| Interquartile range (IQR) | 0.292 |
Descriptive statistics
| Standard deviation | 1.125777308 |
|---|---|
| Coefficient of variation (CV) | 1.369115635 |
| Kurtosis | 41.18735401 |
| Mean | 0.8222660519 |
| Median Absolute Deviation (MAD) | 0.3903906364 |
| Skewness | 6.093125988 |
| Sum | 2407.595 |
| Variance | 1.267374547 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.1265 0.254 0.2975 0.3805 ... 1.05 3.65 4.95 8.2 12.3 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 130 | 4.4% | |
| 0.6 | 19 | 0.6% | |
| 0.7 | 18 | 0.6% | |
| 0.5 | 18 | 0.6% | |
| 1 | 14 | 0.5% | |
| 0.739 | 13 | 0.4% | |
| 0.636 | 12 | 0.4% | |
| 0.714 | 12 | 0.4% | |
| 0.703 | 11 | 0.4% | |
| 0.86 | 11 | 0.4% | |
| Other values (679) | 2670 | 91.2% |
| Value | Count | Frequency (%) | |
| 0 | 130 | 4.4% | |
| 0.253 | 1 | < 0.1% | |
| 0.255 | 1 | < 0.1% | |
| 0.261 | 1 | < 0.1% | |
| 0.266 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 12.3 | 1 | < 0.1% | |
| 12.1 | 1 | < 0.1% | |
| 11.9 | 1 | < 0.1% | |
| 11.7 | 1 | < 0.1% | |
| 11.5 | 1 | < 0.1% |
Schooling
Real number (ℝ≥0)
| Distinct count | 188 |
|---|---|
| Unique (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.57305328 |
|---|---|
| Minimum | 0 |
| Maximum | 20.7 |
| Zeros | 26 |
| Zeros (%) | 0.9% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.635 |
| Q1 | 9.6 |
| median | 12.1 |
| Q3 | 14.1 |
| 95-th percentile | 16.8 |
| Maximum | 20.7 |
| Range | 20.7 |
| Interquartile range (IQR) | 4.5 |
Descriptive statistics
| Standard deviation | 3.782065454 |
|---|---|
| Coefficient of variation (CV) | 0.3267992779 |
| Kurtosis | 0.7460197911 |
| Mean | 11.57305328 |
| Median Absolute Deviation (MAD) | 2.909369261 |
| Skewness | -0.7530717985 |
| Sum | 33885.9 |
| Variance | 14.3040191 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.65 4.85 7.05 9.95 ... 15.95 16.55 17.65 19.25 20.7 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 12.9 | 58 | 2.0% | |
| 13.3 | 52 | 1.8% | |
| 12.5 | 49 | 1.7% | |
| 12.8 | 46 | 1.6% | |
| 12.3 | 45 | 1.5% | |
| 12.6 | 43 | 1.5% | |
| 11.9 | 42 | 1.4% | |
| 12.4 | 42 | 1.4% | |
| 10.7 | 41 | 1.4% | |
| 11.7 | 41 | 1.4% | |
| Other values (178) | 2469 | 84.3% |
| Value | Count | Frequency (%) | |
| 0 | 26 | 0.9% | |
| 0.5 | 15 | 0.5% | |
| 0.6 | 16 | 0.5% | |
| 0.7 | 1 | < 0.1% | |
| 1 | 14 | 0.5% |
| Value | Count | Frequency (%) | |
| 20.7 | 1 | < 0.1% | |
| 20.6 | 1 | < 0.1% | |
| 20.5 | 1 | < 0.1% | |
| 20.4 | 3 | 0.1% | |
| 20.3 | 4 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| df_index | Country | Year | Status | Life_expectancy | Adult_Mortality | infant_deaths | Alcohol | percentage_expenditure | Hepatitis_B | Measles | BMI | under-five_deaths | Polio | Total_expenditure | Diphtheria | HIV/AIDS | GDP | Population | thinness_1-19_years | thinness_5-9_years | Income_composition_of_resources | Schooling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | Afghanistan | 2015.0 | Developing | 65.0 | 263.0 | 62.0 | 0.01 | 71.279624 | 65.0 | 1154.0 | 19.1 | 83.0 | 6.0 | 8.16 | 65.0 | 0.1 | 584.259210 | 33736494.0 | 17.2 | 17.3 | 0.479 | 10.1 |
| 1 | 1 | Afghanistan | 2014.0 | Developing | 59.9 | 271.0 | 64.0 | 0.01 | 73.523582 | 62.0 | 492.0 | 18.6 | 86.0 | 58.0 | 8.18 | 62.0 | 0.1 | 612.696514 | 327582.0 | 17.5 | 17.5 | 0.476 | 10.0 |
| 2 | 2 | Afghanistan | 2013.0 | Developing | 59.9 | 268.0 | 66.0 | 0.01 | 73.219243 | 64.0 | 430.0 | 18.1 | 89.0 | 62.0 | 8.13 | 64.0 | 0.1 | 631.744976 | 31731688.0 | 17.7 | 17.7 | 0.470 | 9.9 |
| 3 | 3 | Afghanistan | 2012.0 | Developing | 59.5 | 272.0 | 69.0 | 0.01 | 78.184215 | 67.0 | 2787.0 | 17.6 | 93.0 | 67.0 | 8.52 | 67.0 | 0.1 | 669.959000 | 3696958.0 | 17.9 | 18.0 | 0.463 | 9.8 |
| 4 | 4 | Afghanistan | 2011.0 | Developing | 59.2 | 275.0 | 71.0 | 0.01 | 7.097109 | 68.0 | 3013.0 | 17.2 | 97.0 | 68.0 | 7.87 | 68.0 | 0.1 | 63.537231 | 2978599.0 | 18.2 | 18.2 | 0.454 | 9.5 |
| 5 | 5 | Afghanistan | 2010.0 | Developing | 58.8 | 279.0 | 74.0 | 0.01 | 79.679367 | 66.0 | 1989.0 | 16.7 | 102.0 | 66.0 | 9.20 | 66.0 | 0.1 | 553.328940 | 2883167.0 | 18.4 | 18.4 | 0.448 | 9.2 |
| 6 | 6 | Afghanistan | 2009.0 | Developing | 58.6 | 281.0 | 77.0 | 0.01 | 56.762217 | 63.0 | 2861.0 | 16.2 | 106.0 | 63.0 | 9.42 | 63.0 | 0.1 | 445.893298 | 284331.0 | 18.6 | 18.7 | 0.434 | 8.9 |
| 7 | 7 | Afghanistan | 2008.0 | Developing | 58.1 | 287.0 | 80.0 | 0.03 | 25.873925 | 64.0 | 1599.0 | 15.7 | 110.0 | 64.0 | 8.33 | 64.0 | 0.1 | 373.361116 | 2729431.0 | 18.8 | 18.9 | 0.433 | 8.7 |
| 8 | 8 | Afghanistan | 2007.0 | Developing | 57.5 | 295.0 | 82.0 | 0.02 | 10.910156 | 63.0 | 1141.0 | 15.2 | 113.0 | 63.0 | 6.73 | 63.0 | 0.1 | 369.835796 | 26616792.0 | 19.0 | 19.1 | 0.415 | 8.4 |
| 9 | 9 | Afghanistan | 2006.0 | Developing | 57.3 | 295.0 | 84.0 | 0.03 | 17.171518 | 64.0 | 1990.0 | 14.7 | 116.0 | 58.0 | 7.43 | 58.0 | 0.1 | 272.563770 | 2589345.0 | 19.2 | 19.3 | 0.405 | 8.1 |
Last rows
| df_index | Country | Year | Status | Life_expectancy | Adult_Mortality | infant_deaths | Alcohol | percentage_expenditure | Hepatitis_B | Measles | BMI | under-five_deaths | Polio | Total_expenditure | Diphtheria | HIV/AIDS | GDP | Population | thinness_1-19_years | thinness_5-9_years | Income_composition_of_resources | Schooling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2918 | 2928 | Zimbabwe | 2009.0 | Developing | 50.0 | 587.0 | 30.0 | 4.64 | 1.040021 | 73.0 | 853.0 | 29.0 | 45.0 | 69.0 | 6.26 | 73.0 | 18.1 | 65.824121 | 1381599.0 | 7.5 | 7.4 | 0.419 | 9.9 |
| 2919 | 2929 | Zimbabwe | 2008.0 | Developing | 48.2 | 632.0 | 30.0 | 3.56 | 20.843429 | 75.0 | 0.0 | 28.6 | 46.0 | 75.0 | 4.96 | 75.0 | 20.5 | 325.678573 | 13558469.0 | 7.8 | 7.8 | 0.421 | 9.7 |
| 2920 | 2930 | Zimbabwe | 2007.0 | Developing | 46.6 | 67.0 | 29.0 | 3.88 | 29.814566 | 72.0 | 242.0 | 28.2 | 46.0 | 73.0 | 4.47 | 73.0 | 23.7 | 396.998217 | 1332999.0 | 8.2 | 8.2 | 0.414 | 9.6 |
| 2921 | 2931 | Zimbabwe | 2006.0 | Developing | 45.4 | 7.0 | 28.0 | 4.57 | 34.262169 | 68.0 | 212.0 | 27.9 | 45.0 | 71.0 | 5.12 | 7.0 | 26.8 | 414.796232 | 13124267.0 | 8.6 | 8.6 | 0.408 | 9.5 |
| 2922 | 2932 | Zimbabwe | 2005.0 | Developing | 44.6 | 717.0 | 28.0 | 4.14 | 8.717409 | 65.0 | 420.0 | 27.5 | 43.0 | 69.0 | 6.44 | 68.0 | 30.3 | 444.765750 | 129432.0 | 9.0 | 9.0 | 0.406 | 9.3 |
| 2923 | 2933 | Zimbabwe | 2004.0 | Developing | 44.3 | 723.0 | 27.0 | 4.36 | 0.000000 | 68.0 | 31.0 | 27.1 | 42.0 | 67.0 | 7.13 | 65.0 | 33.6 | 454.366654 | 12777511.0 | 9.4 | 9.4 | 0.407 | 9.2 |
| 2924 | 2934 | Zimbabwe | 2003.0 | Developing | 44.5 | 715.0 | 26.0 | 4.06 | 0.000000 | 7.0 | 998.0 | 26.7 | 41.0 | 7.0 | 6.52 | 68.0 | 36.7 | 453.351155 | 12633897.0 | 9.8 | 9.9 | 0.418 | 9.5 |
| 2925 | 2935 | Zimbabwe | 2002.0 | Developing | 44.8 | 73.0 | 25.0 | 4.43 | 0.000000 | 73.0 | 304.0 | 26.3 | 40.0 | 73.0 | 6.53 | 71.0 | 39.8 | 57.348340 | 125525.0 | 1.2 | 1.3 | 0.427 | 10.0 |
| 2926 | 2936 | Zimbabwe | 2001.0 | Developing | 45.3 | 686.0 | 25.0 | 1.72 | 0.000000 | 76.0 | 529.0 | 25.9 | 39.0 | 76.0 | 6.16 | 75.0 | 42.1 | 548.587312 | 12366165.0 | 1.6 | 1.7 | 0.427 | 9.8 |
| 2927 | 2937 | Zimbabwe | 2000.0 | Developing | 46.0 | 665.0 | 24.0 | 1.68 | 0.000000 | 79.0 | 1483.0 | 25.5 | 39.0 | 78.0 | 7.10 | 78.0 | 43.5 | 547.358879 | 12222251.0 | 11.0 | 11.2 | 0.434 | 9.8 |